{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from numpy import sqrt,mean,log,diff\n",
    "import quandl\n",
    "import scipy.stats as stats\n",
    "from scipy import interpolate \n",
    "from scipy.interpolate import Rbf\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "from matplotlib import animation\n",
    "from pandas_datareader.data import Options\n",
    "import pandas_datareader.data as web\n",
    "import datetime\n",
    "%pylab inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1010,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "quandl.ApiConfig.api_key = 'NxTUTAQswbKs5ybBbwfK'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1011,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = quandl.get('WIKI/GOOG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1012,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.21326449960467742"
      ]
     },
     "execution_count": 1012,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use the daily data of Google(NASDAQ: GOOG) from 01/2016 to 08/2016 \n",
    "close = data['2016-01':'2016-08']['Adj. Close']\n",
    "r = diff(log(close))\n",
    "r_mean = mean(r)\n",
    "diff_square = [(r[i]-r_mean)**2 for i in range(0,len(r))]\n",
    "std = sqrt(sum(diff_square)*(1.0/(len(r)-1)))\n",
    "vol = std*sqrt(252)\n",
    "vol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def bsm_price(option_type, sigma, s, k, r, T, q):  \n",
    "    # calculate the bsm price of European call and put options\n",
    "    sigma = float(sigma)\n",
    "    d1 = (np.log(s / k) + (r - q + sigma ** 2 * 0.5) * T) / (sigma * np.sqrt(T))\n",
    "    d2 = d1 - sigma * np.sqrt(T)\n",
    "    if option_type == 'c':\n",
    "        price = np.exp(-r*T) * (s * np.exp((r - q)*T) * stats.norm.cdf(d1) - k *  stats.norm.cdf(d2))\n",
    "        return price\n",
    "    elif option_type == 'p':\n",
    "        price = np.exp(-r*T) * (k * stats.norm.cdf(-d2) - s * np.exp((r - q)*T) *  stats.norm.cdf(-d1))\n",
    "        return price\n",
    "    else:\n",
    "        print('No such option type %s') %option_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def implied_vol(option_type, option_price, s, k, r, T, q):\n",
    "    # apply bisection method to get the implied volatility by solving the BSM function\n",
    "    precision = 0.00001\n",
    "    upper_vol = 500.0\n",
    "    max_vol = 500.0\n",
    "    min_vol = 0.0001\n",
    "    lower_vol = 0.0001\n",
    "    iteration = 0    \n",
    "\n",
    "    while 1:\n",
    "        iteration +=1 \n",
    "        mid_vol = (upper_vol + lower_vol)/2.0\n",
    "        price = bsm_price(option_type, mid_vol, s, k, r, T, q)\n",
    "        if option_type == 'c':\n",
    "\n",
    "            lower_price = bsm_price(option_type, lower_vol, s, k, r, T, q)\n",
    "            if (lower_price - option_price) * (price - option_price) > 0:\n",
    "                lower_vol = mid_vol \n",
    "            else:\n",
    "                upper_vol = mid_vol\n",
    "            if abs(price - option_price) < precision: break\n",
    "            if mid_vol > max_vol - 5 : \n",
    "                mid_vol = 0.000001\n",
    "                break\n",
    "#             print(\"mid_vol=%f\" %mid_vol)\n",
    "#             print(\"upper_price=%f\" %lower_price)\n",
    "\n",
    "        elif option_type == 'p':\n",
    "            upper_price = bsm_price(option_type, upper_vol, s, k, r, T, q)\n",
    "\n",
    "            if (upper_price - option_price) * (price - option_price) > 0:\n",
    "                upper_vol = mid_vol \n",
    "            else:\n",
    "                lower_vol = mid_vol            \n",
    "#             print(\"mid_vol=%f\" %mid_vol)\n",
    "#             print(\"upper_price=%f\" %upper_price)            \n",
    "            if abs(price - option_price) < precision: break \n",
    "            if iteration > 50: break\n",
    "                \n",
    "    return mid_vol "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[datetime.date(2017, 8, 16),\n",
       " datetime.date(2017, 8, 18),\n",
       " datetime.date(2017, 8, 23),\n",
       " datetime.date(2017, 8, 25),\n",
       " datetime.date(2017, 8, 30),\n",
       " datetime.date(2017, 9, 1),\n",
       " datetime.date(2017, 9, 6),\n",
       " datetime.date(2017, 9, 8),\n",
       " datetime.date(2017, 9, 13),\n",
       " datetime.date(2017, 9, 15),\n",
       " datetime.date(2017, 9, 22),\n",
       " datetime.date(2017, 9, 29),\n",
       " datetime.date(2017, 10, 20),\n",
       " datetime.date(2017, 11, 17),\n",
       " datetime.date(2017, 12, 15),\n",
       " datetime.date(2017, 12, 29),\n",
       " datetime.date(2018, 1, 19),\n",
       " datetime.date(2018, 3, 16),\n",
       " datetime.date(2018, 3, 29),\n",
       " datetime.date(2018, 6, 15),\n",
       " datetime.date(2018, 6, 29),\n",
       " datetime.date(2018, 7, 20),\n",
       " datetime.date(2018, 9, 21),\n",
       " datetime.date(2018, 12, 21),\n",
       " datetime.date(2019, 1, 18),\n",
       " datetime.date(2019, 3, 15),\n",
       " datetime.date(2019, 6, 21),\n",
       " datetime.date(2019, 12, 20),\n",
       " datetime.date(2020, 7, 17)]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# download option data for all expiry months from Yahoo Finance \n",
    "# provide a formatted DataFrame with a hierarchical index\n",
    "opt = Options('spy', 'yahoo')\n",
    "opt.expiry_dates  # list all the available expiration dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def IV_plot(opt,option_type,expiry_index):\n",
    "    expiry = opt.expiry_dates[expiry_index]\n",
    "    if option_type == 'c':\n",
    "        data = opt.get_call_data(expiry=expiry)\n",
    "    elif option_type == 'p':\n",
    "        data = opt.get_put_data(expiry=expiry)\n",
    "    r = 0.01 # risk free rate\n",
    "    d = 0.01 # continuous devidend yield\n",
    "    s = opt.underlying_price # data_call['Underlying_Price']  undelying price\n",
    "    expiry = data.index.get_level_values('Expiry')[0] # get the expiry \n",
    "    current_date = opt.quote_time # current_date = datetime.datetime.now() # get the current date\n",
    "    time_to_expire = float((expiry - current_date).days)/365 # compute time to expiration\n",
    "    premium = (data['Ask'] + data['Bid'])/2 # option premium\n",
    "    strike = list(data.index.get_level_values('Strike')) # get the strike price\n",
    "    IV = []\n",
    "    for i in range(len(data)):  \n",
    "        IV.append(implied_vol(option_type, premium.values[i], s, strike[i], r, time_to_expire, d))\n",
    "   \n",
    "    plt.figure(figsize=(16, 7))\n",
    "    a = plt.scatter(strike,IV, c='r', label=\"IV by solving BSM\")\n",
    "    b = plt.scatter(strike,data['IV'],c = 'b', label=\"IV from Yahoo Finance\")\n",
    "    plt.grid()\n",
    "    plt.xlabel('strike')\n",
    "    if option_type == 'c':\n",
    "        plt.ylabel('Implied Volatility for call option')\n",
    "        plt.legend((a,b), (\"IV(call) by solving BSM\", \"IV(call) from Yahoo Finance\"))\n",
    "    elif option_type == 'p':\n",
    "        plt.ylabel('Implied Volatility for put options')\n",
    "        plt.legend((a,b), (\"IV(put) by solving BSM\", \"IV(put) from Yahoo Finance\"))\n",
    "    \n",
    "    return strike,IV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAGtCAYAAADEXSOtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAQAAAADZoZgFAAAAAGTn/wGMkou6MEyrPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x134190e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAGtCAYAAADEXSOtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nn9CZ2clVoo4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1339dc610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k_call, IV_call = IV_plot(opt,'c',23)\n",
    "k_put, IV_put = IV_plot(opt,'p',23)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1325bd5d0>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAGtCAYAAADEXSOtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xucm3Wd9//3Jz3YBlgOncp6U5MUBJVta5EBRXYB1+W2\nonIS7rs1alEhC8oKuh7q5n4gepvd5ZYVD6ti1uUgE7ewsELXB64rihaPMHVrOQkWmYxFfkstoOwO\nBdr5/P5IZsjMJJlcmVxJruT1fDzyyOSb71z5zFyT6bz7PVzm7gIAAAAAIEpinS4AAAAAAICgCLMA\nAAAAgMghzAIAAAAAIocwCwAAAACIHMIsAAAAACByCLMAAAAAgMghzAIAAAAAIocwCwAAAACIHMIs\nAAAAACBy5ne6gKAGBgY8lUp1ugwAAAAAQAi2bNnyW3dfOlu/yIXZVCql4eHhTpcBAAAAAAiBmRUb\n6RfaNGMzu8rMHjOze+r0OcnMtprZvWb2/bBqAQAAAAD0ljDXzF4jaU2tJ83sAElflHSqu/+RpLND\nrAUAAAAA0ENCC7PuvlnS43W6vFXSv7j7aLn/Y2HVAgAAAADoLZ1cM3uEpAVm9j1J+0n6rLt/tVpH\nM8tIykhSIpFoW4EAAAAAutNzzz2nHTt2aPfu3Z0uBU1atGiRli1bpgULFjT1+Z0Ms/MlHS3pdZIW\nS/qxmf3E3R+c3tHd85LykjQ4OOhtrRIAAABA19mxY4f2228/pVIpmVmny0FA7q5du3Zpx44dWr58\neVPH6OR1ZndI+pa7/7e7/1bSZkmv6GA9AAAAACJi9+7dWrJkCUE2osxMS5YsmdPIeifD7C2S/tjM\n5ptZXNKrJN3fwXoAAAAARAhBNtrmev5Cm2ZsZv8k6SRJA2a2Q9LHJC2QJHe/0t3vN7N/k7RN0rik\nr7h7zcv4AAAAAAAwIczdjNe5+4vcfYG7L3P3fyyH2Csr+nzK3Y909xXu/pmwagEAAACAVtt3330l\nSYceeqgeeOCBKc9dfPHFuuyyy2Z8zqOPPqo3velNTb3eOeecoxtvvFGSdNJJJ2l4eLip41S6+eab\ndd99900+vuSSS3TbbbfN+bgTdu7cqTVral6xdU46Oc0YAAAAACJv7dq12rhx4+Tj8fFx3XjjjVq7\ndu2Mvp/+9Kd13nnntbO8uqaH2U984hP6sz/7s5Ydf+nSpXrRi16kH/7why075gTCLAAAAIDeVyhI\nqZQUi5XuC4WWHXrdunW6/vrrJx9v3rxZyWRSyWRyRt+bbrppcqRy7969+uAHP6gVK1Zo1apV+vzn\nPy+pFCiPOeYYrVixQplMRu6NX9DlO9/5jo466iitXLlS73rXu/TMM89IklKplD784Q9r5cqVOvbY\nY7V9+3b96Ec/0qZNm/ShD31Iq1ev1kMPPTRl9LfesT72sY/pla98pVauXKlf/OIXkqTvf//7Wr16\ntVavXq2jjjpKTz31lCTp9NNPV6GF3+8JhFkAAAAAva1QkDIZqViU3Ev3mUzLAu3KlSsVi8X085//\nXJK0ceNGrVu3bka/hx9+WAceeKBe8IIXSJLy+bxGRka0detWbdu2Tel0WpJ04YUX6q677tI999yj\np59+Wt/4xjcaqmP37t0655xzdP311+vuu+/Wnj179KUvfWny+f3331933323LrzwQl188cV6zWte\no1NPPVWf+tSntHXrVh122GENH2tgYEA/+9nPdMEFF+jyyy+XJF1++eX6whe+oK1bt+qOO+7Q4sWL\nJUmDg4O64447gnxLG0KYBQAAANDbsllpbGxq29hYqb1F1q1bp40bN2rPnj26+eabdfbZZ8/o8+ij\nj2rp0qWTj2+77Tb9+Z//uebPL+3Le9BBB0mSbr/9dr3qVa/SypUr9d3vflf33ntvQzU88MADWr58\nuY444ghJ0vr167V58+YpNU7c//jHP57Tsc4880xJ0tFHH62RkRFJ0vHHH68PfOAD+tznPqcnn3xy\n8ut64QtfqN/85jcNfQ1BEGYBAAAA9LbR0WDtTVi7dq1uuOEG3XbbbVq1apUOPvjgGX0WL14863VV\nd+/erfe85z268cYbdffdd+u8886b07VYK1VeCmeul8WZGF2eN2+e9uzZI0nasGGDvvKVr+jpp5/W\n8ccfPzn9ePfu3ZOjtK1EmA1LiHPyAQAAAASQSARrb8Jhhx2mgYEBbdiwoeoUY0k64ogjJkcxJenk\nk0/Wl7/85ckw+Pjjj08G14GBAf3Xf/3X5PrVRrz0pS/VyMiItm/fLkm67rrrdOKJJ04+P7Gu9/rr\nr9dxxx0nSdpvv/0m17YGOVY1Dz30kFauXKmPfOQjOuaYYybD7IMPPqgVK1Y0/HU0ijAbhpDn5AMA\nAAAIIJeT4vGpbfF4qb2F1q1bp1/84heTU3Cn22effXTYYYdNBsRzzz1XiURCq1at0ite8Qp97Wtf\n0wEHHKDzzjtPK1as0Otf/3odc8wxDb/+okWLdPXVV+vss8+eXMd7/vnnTz7/xBNPaNWqVfrsZz+r\nK664QlJpRPlTn/qUjjrqKD300EMNH6uaz3zmM5ObWS1YsEBveMMbJJWmTb/xjW9s+OtolAXZGasb\nDA4OeiuupxSqVKoUYKdLJqWK/4kBAAAA0Jz7779fL3/5yxv/hEKhtEZ2dLQ0IpvLSeUNl9rp61//\nurZs2aJPfvKTbX3dVCql4eFhDQwMtPV1JemEE07QLbfcogMPPHDGc9XOo5ltcffB2Y47v3UlYlIb\n5uQDAAAACCCd7kh4ne6MM87Qrl27Ol1G2+zcuVMf+MAHqgbZuWKacRjaMCcfAAAAQDSde+65bX/N\nkZGRjozKLl26VKeffnooxybMhqFNc/IBAAAAoF8RZsOQTkv5fGmNrFnpPp/vimkNAAAAANALWDMb\nli6Zkw8AAAAAvYiRWQAAAABA5BBmAQAAAKAJ++67ryTp0EMP1QMPPDDluYsvvliXXXbZjM959NFH\n9aY3vanp17zmmmv0m9/8punPr/S9731PP/rRjyYfX3nllfrqV7/akmNL0rPPPqsTTjhBe/bsadkx\nKxFmAQAAAGAO1q5dq40bN04+Hh8f14033qi1a9fO6PvpT39a5513XtOvFWaYPf/88/WOd7yjJceW\npIULF+p1r3udrr/++pYdsxJhFgAAAEDPKxQKSqVSisViSqVSKhQKLTv2unXrpgS2zZs3K5lMKplM\nzuh70003ac2aNZJKwfS0007TSSedpMMPP1wf//jHJZUuo7NixYrJz7n88st16aWX6sYbb9Tw8LDS\n6bRWr16tp59+esqxt27dqle/+tVatWqVzjjjDD3xxBOSpJNOOkkXXXSRVq9erRUrVujOO+/UyMiI\nrrzySl1xxRVavXq17rjjDl166aW6/PLLZz3WRz7yER177LE64ogjdMcdd0iS7r33Xh177LFavXq1\nVq1apV/+8peSpNNPP72l3+tKhFkAAAAAPa1QKCiTyahYLMrdVSwWlclkWhayVq5cqVgspp///OeS\npI0bN2rdunUz+j388MM68MAD9YIXvGCy7c4779RNN92kbdu26Z//+Z81PDxc83XOOussDQ4OqlAo\naOvWrVq8ePGU59/xjnfosssu07Zt27Ry5crJcCxJY2Nj2rp1q774xS/qXe96l1KplM4//3y9//3v\n19atW/Unf/InDR9rz549uvPOO/WZz3xmsv3KK6/URRddpK1bt2p4eFjLli2TJK1YsUJ33XVXo9/K\nQAizAAAAAHpaNpvV2NjYlLaxsTFls9mWvca6deu0ceNG7dmzRzfffLPOPvvsGX0effRRLV26dErb\nySefrCVLlmjx4sU688wz9YMf/KCp1//d736nJ598UieeeKIkaf369dq8efOU+iTphBNO0O9//3s9\n+eSTTR/rzDPPlCQdffTRGhkZkSQdd9xx+uu//mtddtllKhaLk0F73rx5WrhwoZ566qmmvq56CLMA\nAAAAetro6Gig9masXbtWN9xwg2677TatWrVKBx988Iw+ixcv1u7du6e0mdmMx/Pnz9f4+Phk2/TP\naUa112nWxMjyvHnzJjd3eutb36pNmzZp8eLFOuWUU/Td7353sv8zzzyjRYsWNf16tRBmAQAAAPS0\nRCIRqL0Zhx12mAYGBrRhw4aqU4wl6YgjjpgcyZzw7W9/W48//riefvpp3XzzzTr++ON18MEH67HH\nHtOuXbv0zDPP6Bvf+MZk//3226/qKOf++++vAw88cHIN63XXXTc5sippck3vD37wA+2///7af//9\nmz5WNb/61a906KGH6n3ve59OO+00bdu2TZK0a9cuDQwMaMGCBXU/vxnzW35EAAAAAOgiuVxOmUxm\nylTjeDyuXC7X0tdZt26dNmzYMDkNd7p99tlHhx12mLZv366XvOQlkqRjjz1Wb3nLW7Rjxw697W1v\n0+DgoCTpkksu0bHHHqtDDjlEL3vZyyaPcc455+j888/X4sWL9eMf/3jKutlrr71W559/vsbGxnTo\noYfq6quvnnxu0aJFOuqoo/Tcc8/pqquukiS9+c1v1llnnaVbbrlFn//856fUWu9Y1dxwww267rrr\ntGDBAv3hH/6h/uqv/kqSdPvtt+uNb3xjo9/CQMzdQzlwWAYHB73eomgAAAAAve/+++/Xy1/+8ob7\nFwoFZbNZjY6OKpFIKJfLKZ1Oh1hhdV//+te1ZcsWffKTn9Q111yj4eFh/f3f/32or3nSSSfp8ssv\nnwzK7XTmmWfqb//2b3XEEUdUfb7aeTSzLe4+a7GMzAIAAADoeel0uiPhdbozzjhDu3bt6nQZbfHs\ns8/q9NNPrxlk54qRWQAAAACRE3RkFt1pLiOzbAAFAAAAIJKiNjCHqeZ6/gizAAAAACJn0aJF2rVr\nF4E2otxdu3btmtMle1gzCwAAACByli1bph07dmjnzp2dLgVNWrRokZYtW9b05xNmAQAAAETOggUL\ntHz58k6XgQ5imjEAAAAAIHIIswAAAACAyCHMAgAAAAAihzALAAAAAIgcwiwAAAAAIHIIswAAAACA\nyAktzJrZVWb2mJndM0u/Y8xsj5mdFVYtAAAAAIDeEubI7DWS1tTrYGbzJF0m6d9DrAMAAAAA0GNC\nC7PuvlnS47N0+wtJN0l6LKw6AAAAAAC9p2NrZs3sEElnSPpSp2oAAAAAAERTJzeA+oykj7j7+Gwd\nzSxjZsNmNrxz5842lAYAAAAA6GbzO/jag5I2mpkkDUg6xcz2uPvN0zu6e15SXpIGBwe9rVUCAAAA\nALpOx8Ksuy+f+NjMrpH0jWpBFgAAAACA6UILs2b2T5JOkjRgZjskfUzSAkly9yvDel0AAAAAQO8L\nLcy6+7oAfc8Jqw4AAAAAQO/p5AZQAAAAAAA0hTALAAAAAIgcwiwAAAAAIHIIswAAAACAyCHMAgAA\nAAAihzALAAAAAIgcwiwAAAAAIHIIswAAAACAyCHMAgAAAAAihzALAAAAAIgcwiwAAAAAIHIIswAA\nAACAyCHMAgAAAAAihzALAAAAAIgcwiwAAAAAIHIIswAAAACAyCHMAgAAAAAihzALAAAAAIgcwiwA\nAAAAIHIIswAAAACAyCHMAgAAAAAihzALAAAAAIgcwiwAAAAAIHIIswAAAACAyCHMAgAAAAAihzAL\nAAAAAIgcwiwAAAAAIHIIswAAAACAyCHMAgAAAAAihzALAAAAAIgcwiwAAAAAIHIIswAAAACAyCHM\nAgAAAAAihzALAAAAAIgcwiwAAAAAIHJCC7NmdpWZPWZm99R4Pm1m28zsbjP7kZm9IqxaAAAAAAC9\nJcyR2Wskranz/MOSTnT3lZL+r6R8iLUAAAAAAHrI/LAO7O6bzSxV5/kfVTz8iaRlYdUCAAAAAOgt\n3bJm9t2SvtnpIgAAAAAA0RDayGyjzOy1KoXZP67TJyMpI0mJRKJNlQEAAAAAulVHR2bNbJWkr0g6\nzd131ern7nl3H3T3waVLl7avQAAAAABAV+pYmDWzhKR/kfR2d3+wU3UAAAAAAKIntGnGZvZPkk6S\nNGBmOyR9TNICSXL3KyVdImmJpC+amSTtcffBsOoBAAAAAPSOMHczXjfL8+dKOjes1wcAAAAA9K5u\n2c0YAAAAAICGEWYBAAAAAJFDmAUAAAAARA5hFgAAAAAQOYRZAAAAAEDkEGYBAAAAAJFDmAUAAAAA\nRA5hFgAAAAAQOYRZAAAAAEDkEGYBAAAAAJFDmAUAAAAARA5hFgAAAAAQOYRZAAAAAEDkEGYBAAAA\nAJFDmAUAAAAARA5hFgAAAAAQOYRZAAAAAEDkEGYBAAAAAJFDmAUAAAAARA5hFgAAAAAQOYRZAAAA\nAEDkEGYBAAAAAJFDmAUAAAAARA5hFgAAAAAQOYRZAAAAAEDkEGYBAAAAAJFDmAUAAAAARA5hFgAA\nAAAQOYRZAAAAAEDkEGYBAAAAAJFDmAUAAAAARA5hFgAAAAAQOYRZAAAAAEDkEGYBAAAAAJFDmAUA\nAAAARA5hFgAAAAAQOaGFWTO7ysweM7N7ajxvZvY5M9tuZtvM7JVh1dL3CgUplZJisdJ9odDpigAA\nAABgTsIcmb1G0po6z79B0uHlW0bSl0KspX8VClImIxWLknvpPpMh0AIAAACItNDCrLtvlvR4nS6n\nSfqql/xE0gFm9qKw6ulb2aw0Nja1bWys1A4AAAAAEdXJNbOHSPp1xeMd5bYZzCxjZsNmNrxz5862\nFNczRkeDtQMAAABABERiAyh3z7v7oLsPLl26tNPlREsiEawdAAAAACKgk2H2EUkvrni8rNyGVsrl\npHh8als8XmoHAAAAgIjqZJjdJOkd5V2NXy3pd+7+aAfr6U3ptJTPS8mkZFa6z+dL7QAAAAAQUfPD\nOrCZ/ZOkkyQNmNkOSR+TtECS3P1KSbdKOkXSdkljkt4ZVi19L50mvAIAAADoKaGFWXdfN8vzLum9\nYb0+AAAAAKB3RWIDKAAAAAAAKhFmAQAAAACRQ5gFAAAAAEQOYRYAAAAAEDmEWQAAAABA5BBmAQAA\nAACRM2uYNbMtZvZeMzuwHQUBAAAAADCbRkZm/7ek/yHpLjPbaGavNzMLua7IKxQKSqVSisViSqVS\nKhQKnS4JAAAAAHrGrGHW3be7e1bSEZK+JukqSUUz+7iZHRR2gVFUKBSUyWRULBbl7ioWi8pkMgRa\nAAAAAGiRhtbMmtkqSX8n6VOSbpJ0tqTfS/pueKVFVzab1djY2JS2sbExZbPZDlUEAAAAAL1l/mwd\nzGyLpCcl/aOkDe7+TPmpn5rZ8WEWF1Wjo6OB2gEAAAAAwcwaZiWd7e6/qmwws+Xu/rC7nxlSXZGW\nSCRULBartgMAAAAA5q6RacY3NtiGslwup3g8PqUtHo8rl8t1qCIAAAAA6C01R2bN7GWS/kjS/mZW\nOQL7B5IWhV1YlKXTaUmltbOjo6NKJBLK5XKT7QAAAACAuak3zfilkt4k6QBJb65of0rSeWEW1QvS\n6TThFQAAAABCUjPMuvstkm4xs+Pc/cdtrAkAAAAAgLrqTTP+sLv/P0lvNbN105939/eFWhkAAAAA\nADXUm2Z8f/l+uB2FAAAAAADQqHrTjP+1fH9t+8oBAAAAAGB29aYZ/6skr/W8u58aSkUAAAAAAMyi\n3jTjy9tWBQAAAAAAAdSbZvz9dhYCAAAAAECj6k0zvsHd/5eZ3a0q043dfVWolQEAAAAAUEO9acYX\nle/f1I5CAAAAAABoVKzWE+7+aPnD97h7sfIm6T3tKQ8AAAAAgJlqhtkKJ1dpe0OrCwEAAAAAoFH1\n1sxeoNII7KFmtq3iqf0k/TDswgAAAAAAqKXemtmvSfqmpL+RtKGi/Sl3fzzUqgAAAAAAqKPepXl+\nJ+l3ktZJkpm9UNIiSfua2b7uPtqeEgEAAAAAmGrWNbNm9mYz+6WkhyV9X9KISiO2AAAAAAB0RCMb\nQH1S0qslPejuyyW9TtJPQq0KAAAAAIA6Ggmzz7n7LkkxM4u5++2SBkOuCwAAAACAmuptADXhSTPb\nV9JmSQUze0zSf4dbFgAAAAAAtTUyMnuapKclvV/Sv0l6SNKbwywKAAAAAIB6Zh2ZdffKUdhrQ6wF\nAAAAAICG1ByZNbOnzOz3FbenKu8bObiZrTGzB8xsu5ltqPJ8wsxuN7P/MLNtZnbKXL4YAAAAAEB/\nqHed2f3mcmAzmyfpC5JOlrRD0l1mtsnd76vo9n8k3eDuXzKzIyXdKik1l9cFAAAAAPS+RjaAkpm9\nQtKflB9udvdtDXzasZK2u/uvysfYqNL628ow65L+oPzx/pJ+00g9AAAAAID+NusGUGZ2kaSCpBeW\nbwUz+4sGjn2IpF9XPN5Rbqt0qaS3mdkOlUZlGzkuAAAAAKDPNbKb8bslvcrdL3H3SyS9WtJ5LXr9\ndZKucfdlkk6RdJ2ZzajJzDJmNmxmwzt37mzRS3eXQqGgVCqlWCymVCqlQqHQ6ZIAAAAAoGs1EmZN\n0t6Kx3vLbbN5RNKLKx4vK7dVerekGyTJ3X8saZGkgekHcve8uw+6++DSpUsbeOloKRQKymQyKhaL\ncncVi0VlMhkCLQAAAADU0EiYvVrST83sUjO7VNJPJP1jA593l6TDzWy5mS2UtFbSpml9RiW9TpLM\n7OUqhdneHHqtI5vNamxsbErb2NiYstlshyoCAAAAgO7WyHVmP21m35d0fLnpne7+Hw183h4zu1DS\ntyTNk3SVu99rZp+QNOzumyT9paR/MLP3q7QZ1Dnu7s1+MVE1OjoaqB0AAAAA+l3NMGtmt0r6mqSb\n3X2LpC1BD+7ut6q0sVNl2yUVH9+n50Ny30okEioWi1XbAQAAAAAz1Ztm/GVJb5T0sJndYGZnlKcL\no8VyuZzi8fiUtng8rlwu16GKAAAAAKC71Qyz7n6Lu6+TlJR0k6R3SBo1s6vN7OR2FdgP0um08vm8\nksmkzEzJZFL5fF7pdLrTpQEAAABAV7IgS1TNbJWkayWtcvd5oVVVx+DgoA8PD3fipQEAAAAAITOz\nLe4+OFu/WXczNrODzewvzOyHkm5WaUOnV7agRgAAAAAAmlJvA6jzJK2T9FKVphl/yN1/1K7CAAAA\nAACopd6leY6T9DeSvuPu422qBwAAAACAWdUMs+7+rnYWAgAAAABAo2ZdM4vuUygUlEqlFIvFlEql\nVCgUOl0SAAAAALRVvWnG6EKFQkGZTEZjY2OSpGKxqEwmI0lcygcAAABA36h5aR4zO6jeJ7r746FU\nNIt+vzRPKpVSsVic0Z5MJjUyMtL+ggAAAACghRq9NE+9kdktklySSUpIeqL88QGSRiUtb0GdCGh0\ndDRQOwAAAAD0opprZt19ubsfKuk2SW929wF3XyLpTZL+vV0FYqpEIhGoHQAAAAB6USMbQL3a3W+d\neODu35T0mvBKQj25XE7xeHxKWzweVy6X61BFAAAAANB+jYTZ35jZ/zGzVPmWlfSbsAtDdel0Wvl8\nXslkUmamZDKpfD7P5k8AAAAA+krNDaAmO5Q2gvqYpBNUWkO7WdIn2AAKAAAAANBqrdgAStLkrsUX\nmdk+7v7fLakOAAAAAIA5mHWasZm9xszuk3R/+fErzOyLoVcGAAAAAEANjayZvULS6yXtkiR3/7lK\nU44REYVCQalUSrFYTKlUSoVCodMlAQAAAMCczDrNWJLc/ddmVtm0N5xy0GqFQkGZTEZjY2OSpGKx\nqEwmI0lsGgUAAAAgshoZmf21mb1GkpvZAjP7oMpTjtH9stnsZJCdMDY2pmw226GKAAAAAGDuGgmz\n50t6r6RDJD0iaXX5MSJgdHQ0UDsAAAAAREEjuxn/VhLzUSMqkUioWCxWbQcAAACAqKoZZs3sw+7+\n/8zs8ypdX3YKd39fqJWhJXK53JQ1s5IUj8eVy+U6WBUAAAAAzE29kdmJdbHD7SgE4ZjY5CmbzWp0\ndFSJREK5XI7NnwAAAABEmrnPGHTtaoODgz48TL4GAAAAgF5kZlvcfXC2fjU3gDKzfzWzTbVurS0X\n3YTr0gIAAADodvWmGV/etirQNbguLQAAAIAoaGiasZktlPQylTaCesDdnw27sFqYZhyuVCpVdffj\nZDKpkZGR9hcEAAAAoK80Os141kvzmNkbJV0p6SFJJmm5mf25u39z7mWi23BdWgAAAABRUHPNbIW/\nk/Radz/J3U+U9FpJV4RbFjql1vVnuS4tAAAAgG7SSJh9yt23Vzz+laSnQqoHHZbL5RSPx6e0cV1a\nAAAAAN2mkTA7bGa3mtk5ZrZe0r9KusvMzjSzM0OuD22WTqeVz+eVTCZlZkomk8rn82z+BAAAAKCr\nzLoBlJldXedpd/d3tbak+tgACgAAAAB6V8s2gHL3d7amJAAAAAAAWqOR3YyXS/oLSanK/u5+anhl\nAQAAAABQ26xhVtLNkv5RpbWy4+GWAwAAAADA7BrZAGq3u3/O3W939+9P3Bo5uJmtMbMHzGy7mW2o\n0ed/mdl9ZnavmX0tUPVANYWClEpJsVjpvlDodEUAAAAAWqyRkdnPmtnHJP27pGcmGt39Z/U+yczm\nSfqCpJMl7VBpB+RN7n5fRZ/DJX1U0vHu/oSZvbCJrwF4XqEgZTLS2FjpcbFYeixJ7MgMAAAA9IxG\nwuxKSW+X9Kd6fpqxlx/Xc6yk7e7+K0kys42STpN0X0Wf8yR9wd2fkCR3f6zx0oEqstnng+yEsbFS\nO2EWAAAA6BmNhNmzJR3q7s8GPPYhkn5d8XiHpFdN63OEJJnZDyXNk3Spu//b9AOZWUZSRpISiUTA\nMtBXRkeDtQMAAACIpEbWzN4j6YCQXn++pMMlnSRpnaR/MLMZr+XueXcfdPfBpUuXhlQKmlUoFJRK\npRSLxZRKpVTo5BrVWv/ZwX+CAAAAAD2lkZHZAyT9wszu0tQ1s7NdmucRSS+ueLys3FZph6Sfuvtz\nkh42swdVCrd3NVAXukChUFAmk9FYeWpvsVhUprxGNd2Jab253NQ1s5IUj5faAQAAAPQMc/f6HcxO\nrNY+247GZjZf0oOSXqdSiL1L0lvd/d6KPmskrXP39WY2IOk/JK129121jjs4OOjDw8N1a0b7pFIp\nFYvFGe1tMG1jAAAgAElEQVTJZFIjIyPtL0gqbQKVzZamFicSpSDLelkAAAAgEsxsi7sPztpvtjA7\nxyJOkfQZldbDXuXuOTP7hKRhd99kZibp7yStkbRXUs7dN9Y7JmG2u8RiMVX7GTIzjY9zWWIAAAAA\nwTQaZmtOMzazp1TatXjGU5Lc3f9gtoO7+62Sbp3WdknFxy7pA+UbIiiRSFQdmWWjLgAAAABhqrkB\nlLvv5+5/UOW2XyNBFv0hl8spHo9PaYvH48qxRhUAAABAiBrZzRioKZ1OK5/PK5lMysyUTCaVz+c7\ns/kTAAAAgL4R6prZMLBmFgAAAAB6V6NrZhmZBQAAAABEDmEWbVcoFJRKpRSLxZRKpVQoFDpdEgAA\nAICIqbmbMRCGQqGgTCajsbExSVKxWFQmk5Ek1tkCAAAAaBgjs2irbDY7GWQnjI2NKZvNdqgiAAAA\nAFFEmEVbjY6OBmoHAAAAgGoIs2irRCIRqB0AAAAAqiHMoq1yuZzi8fiUtng8rlwu16GKAAAAAEQR\nYRZtlU6nlc/nlUwmZWZKJpPK5/Ns/gQAAAAgEHP3TtcQyODgoA8PD3e6DAAAAABACMxsi7sPztaP\nkVl0Pa5LCwAAAGA6rjOLrsZ1aQEAAABUw8gsuhrXpQUAAABQDWEWXY3r0gIAAACohjCLrtbMdWlZ\nYwsAAAD0PsIsulrQ69JOrLEtFoty98k1tgRaAAAAoLcQZtHVgl6XljW2aFqhIKVSUixWuuc/QAAA\nALoa15lFT4nFYqr2M21mGh8f70BFiIRCQcpkpMr/CInHpXxeYtdsAACAtuI6s+hLzayxBZTNTg2y\nUukxI/oAAABdizCLntLMGls2i4Jq7Y7NrtkAAABdizCLnhJkjS2bRWFSrZF7RvQBAAC6Fmtm0bdS\nqZSKxeKM9mQyqZGRkfYXhM5hzSwAAEDXYM0sMIvRGlNIa7Wjw8LcbTidLgXXZFIyK90TZAEAALra\n/E4XAHRKIpGoOjLLZlFdaPrIabFYeiy1LnCm04RXAACACGFkFn0r6GZR6CB2GwYAAMA0hFn0rSCb\nRU1g9+MOYbdhAAAATMMGUECDJnY/HqsYIYzH47MGYLRAKlWaWjxdMimxWRcAAEBPYQMooMWy2eyU\nICtJY2NjyjLVNXy5XGl34UrxeKkdAAAAfYkwCzSI3Y87iN2GAQAAMA1hFmhQrV2O6+1+HHSNLWty\n60inS1OKx8dL9wRZAACAvkaYBRoUdPfjiTW2xWJR7q5isahMJlMzoAbtDwAAAPQzNoACAigUCspm\nsxodHVUikVAul6u5+VMqlap6HdtkMqmRKpsWBe0PAAAA9KJGN4AizAIhicViqvb+MjONj4/PuT8A\nAADQi7piN2MzW2NmD5jZdjPbUKffW8zMzWzWgoGoCLrGtpk1uQAAAEC/Ci3Mmtk8SV+Q9AZJR0pa\nZ2ZHVum3n6SLJP00rFqATgi6xjZof/SwQqF0bd1YrHTPumkAAIAZwhyZPVbSdnf/lbs/K2mjpNOq\n9Pu/ki6TtDvEWoC2S6fTyufzSiaTMjMlk0nl8/maa2yD9kePKhSkTEYqFiX30n0mQ6AFAACYJrQ1\ns2Z2lqQ17n5u+fHbJb3K3S+s6PNKSVl3f4uZfU/SB9297oJY1swC6GmpVCnATpdMli5JBAAA0OO6\nYs1sPWYWk/RpSX/ZQN+MmQ2b2fDOnTvDLw7oUVzHNgJGR4O1AwAA9Kkww+wjkl5c8XhZuW3CfpJW\nSPqemY1IerWkTdU2gXL3vLsPuvvg0qVLQywZiJYg4ZTr2EZErQ2/2AgMAABgijDD7F2SDjez5Wa2\nUNJaSZsmnnT337n7gLun3D0l6SeSTp1tmjGAkqDhNJvNamxsbErb2NiYstlsO8pFo3I5adpGYIrH\nS+0AAACYFFqYdfc9ki6U9C1J90u6wd3vNbNPmNmpYb0u0C+ChtPRGtNUa7WjQ9JpKZ8vrZE1K93n\n86V2AAAATAptA6iwsAEUUBKLxVTt/WtmGh8fn9GeSqVUrLKxUDKZ1AgbCwEAAKBLdP0GUADmJlFj\nDWWtdq5jCwAAgF5CmAUiKmg4DXodW3Y+BgAAQDdjmjEQYYVCQdlsVqOjo0okEsrlcjXDadDjZjKZ\nKWty4/F43fALAAAAtALTjIE+kE6nNTIyovHxcY2MjLQsaDaz8zEjuRFSKEiplBSLle45VwAAIIII\nswBmCLrzcTPXsCX8dkihIGUyUrEouZfuMxkCLQAAiBzCLIAZgm4uFXQkl/DbQdmsNO1caWys1A4A\nABAhhFkAMwTdXCroSC7ht4NqXVeY6w0DAICIIcwCmCHozsdBR3K7Mfz2jRrnpGY7AABAlyLMAqgq\nyOZSQUdyuy38Sn00kpvLSdPOleLxUjsAAECEEGYBzFnQkdxuC799NZKbTkv5vJRMSmal+3y+1A4A\nABAhhFkALRFkJLfbwm/fjeSm09LIiDQ+XrqfLchyKR8AANCFCLMAOqKbwm/YI7mRDr7NXMqH8AsA\nANrA3L3TNQQyODjow8PDnS4DQJcrFArKZrMaHR1VIpFQLperGX5TqZSKxeKM9mQyqZGRkTn1nwi+\nlSO/8Xi8bhjvKqlUKcBOl0yWRnWnmwi/lSPd8ThTmQEAQMPMbIu7D87ajzALoN8FDZyxWEzVfnea\nmcbHx6e0BQ3KXScWK43ITmdWmqY8XdDwCwAAME2jYZZpxgD6XpiXIgo6hbnrBL2UD9exBQAAbUKY\nBQCFdymioJtRNSPUNblBL+XDdWwBAECbEGYBIKAgI7lBN6MKqpnLCgUKv0Ev5cN1bAEAQJuwZhYA\nQhZkM6qg/YOuyW3LhlSFgpTNlqYWJxKlIMvmTwAAoEFsAAUAERTmZlRScxtSBQ3joSIoAwDQ89gA\nCgAiKJvNTgmykjQ2NqZsNlu1f9A1uWFfU3fic0JZw9vMNW8BAEDPIswCQBcJGjaDrskNGn6Dhutm\nwm/Dstmp168tFVNqBwAAfYcwCwBdJGjYDHpZoaDhN2i4Dhp+pQAjuVz2BwAAVCDMAkAXaWb34yCX\nFQrzmrpSyNOYEwkVJKVU+scrJalQbgcAAP2HMAsAXSRo2Gz2NcK4pq4U7jTmwimnKCOpKMnL95ly\nOwAA6D+EWQDoMkHCZjtq6ZZpzNlbb9W0FbMaK7e3TKEgpVJSLFa6Z3MpABEV2mZ8QBfh0jwAgJYK\n6zq5QS9D1EThKrzznco+95xGJSUk5RYsUPrqq7n8D4BIacs1xYEQcWkeAEBHhDWNOegUZinYyETh\noouUee65qdOYn3tOhYsuasnxAaBdmtmMD4giwiwAoGOCTGMOOoU56GWCsrt2VZ/GvGtXS44/8TmE\nXwBhC7oZHxBVTDMGAERGWFOYJSlmpmr/Ipqk8Sr/VgY9PtP+whHkZwLoF0F/PwHdhmnGAICeE2QK\nc9CRicSSJYHau+oavH2qmdFxoB80c5k3IIoIswCAnhR0jW3us59VfOHCKW3xhQuV++xnW3L80Sqj\nJPXagwa1fgy+rAtEPwnyHm/HZd6AruDukbodffTRDgDAbIaGhjwej7tK+zm5JI/H4z40NFT3c5LJ\npJuZJ5PJWfsGOX5y3rwpfSduyXnzqvdPJqv3TyZb8rX2AjOr+j0ys06XBrRUv77H0b8kDXsD2ZA1\nswCAnhX2esogxy+YKSNN2WQqLikvKV3l3+Iga3jbsT6uG9emsi4Q/YKfdfSbRtfMEmYBAGiHVEqF\nYlFZ6fnr2EpKJ5NSlT9GU/Pnq7h374z25Lx5GtmzZ0pbM9fgDRTEu3Tzqm6tC2i10K+zDXQZNoAC\nAKCb5HJKx+MakTQuaURSOh6XamzIktu7V/FpbfFy+3RB1+8GvmxRl65NZV0g+kUz19kG+gFhFgCA\ndkinpXxeSiYls9J9Pl9qr9Y9mVReUlKlqcVJlackJ5Mz+gbduTRoOG3HNSub3cBqYofr6667TpL0\n9re/vW82wEL/YHdioIZGFtY2e5O0RtIDkrZL2lDl+Q9Iuk/SNknfkZSc7ZhsAAUA6AtDQ+7xuLv0\n/C0eL7VX7d745lVBN04KshlVM/XMdXObVm2OE6RmoN34+UQ/UYMbQIUZZOdJekjSoZIWSvq5pCOn\n9XmtpHj54wskXT/bcQmzAIC+MTTknky6m5XuW/THa9BwGjQsBt7puYmw3MjnL1mypG2BGgDQOo2G\n2dA2gDKz4yRd6u6vLz/+qCS5+9/U6H+UpL939+PrHZcNoAAAmJtmNk4KsmFU0J1X57q5Ta3Pn67W\n11goFLR+/XrtrbbhFrvFAkDbdcMGUIdI+nXF4x3ltlreLemb1Z4ws4yZDZvZ8M6dO1tYIgAA/aeZ\njZMm1qaOj49rZGSkbt+ga2yb2dymco1tLNbYnzPV1gVPBPtqQVaSisWiUqmUzEzz58+fcj+xNrfZ\n9b4AgLkJc2T2LElr3P3c8uO3S3qVu19Ype/bJF0o6UR3f6becRmZBQCgu6UGBlTctWtGe3LJEo38\n9rcz2oOOFFfrH8S8efO0d+/eyft6zKzuqO+CBQtkZnr22Wen1L5+/XrdeuutXXVdXgCIim4YmX1E\n0osrHi8rt01hZn8mKSvp1NmCLAAA6H45qfplhWr0T6fTyq9fr+S8eaWdm+fNU379+prhr9puzFJp\nsw6ptPtzPRMBdrYgK2nW6cvPPffclCArlUaAr7zyylkvfVQ5ojswMKCBgYEpI78TbYz4AmhWr88c\nCTPM3iXpcDNbbmYLJa2VtKmyQ3md7JdVCrKPhVgLAABok/Tjj1e/rNDjj1f/hEJB6Wuv1cjevaVr\n8O7dq/S110o1/uiqNV15vPxa4cw5C2Z6CJ4+xXn6tX537dqlXeXR7ImQPdHWaCDuxT9U0T78LEVH\no+cq6DXFI6mRXaKavUk6RdKDKu1qnC23fUKl8CpJt0n6T0lby7dNsx2T3YwBAOhyyeTUSwpN3Grt\nThywf3LJkuq7H0tuVdq75VZ56aNaOzDPdqvc4ZkdmNEq/Cx1VliXMpvrTvGdpE7vZhwW1swCANDl\nCgUpk5EqpwLH41I+L1WbOhyLleLrdGZSld2MCwMDyuzapcqJxnGVRn+zkmbuo9wdzEwHHXTQ5Ahs\ns8eY2OE56K7RtQTZqRq9qVU/Swgu6J4BQc7VXHeK76RuWDMLAAD6UTpdCq7JZCmQJpO1g6wk1dq1\nuEZ7zWnMqr5ed4FKF7yvJ75woYaGhpRMJmv2mTevtCp3Xs0e9Xl5OvFcuPvkTsrV/qCVak/Dribs\naYhMXY2GoDuQo74gP/fV9gCotvP6hCDnqpmd4iOnkeHbbroxzRgAgB4zNOQej0+dYhyPl9qrqTUt\nuXwbkjxp5laeTjc00VaeYjdv2n1S8qEFC9wvuMCHlizx+LQpeZNT+CrqTCr4FOFW38ysavuSJUsa\nnrIY5jTEZqauBpluidaJ8nTUdghrGrC713wfVy5LqBTkXEV5+rganGbc8XAa9EaYBQCgBYaGSqHQ\nrHQ/2x83QfuHWU+18Cu5x2Kl+yVLSreJYy1ZUjf8Tt7Mng/DKq2/TS5Z8vwffhUhekiaEXoXSL5w\nDuF0SfmP2nkVj2M1/tANcmvlH9JBBA1I7Qi/hOXqohx6whb0exP05z7s90lUf+YJswAA9JO5hsF6\nI6FB+7fD0FD1kLpggfvChbO3NXqbN+/5r7McdisD7WToLT+ubJsIpY3ckjVev1UbWrXyD+lG/zAO\nc8Rpopagf9QT2GqLauhpRpCvNejPZdCfe2YwVEeYBQCgX7Rqmm6Ldhtum1mmG0+5LVlSCqbNBNqJ\n72WQ11P10duqI6flvtWOkWxRmG3FH9Jhj1CFHX6ZStu7ojoNuJn6+wVhFgCAfhE0bE4bYZy81Zpa\nGrR/u9Sqq1atQfrXOkbAz6kcqV1SvknT1uvO8vmNBOJmR2bdG/9DOuyR07DDb5hTqtF6jf5cRn0a\nMKojzAIA0C+Chs1+HJlNJgOPrM5622ef59fphnirtnlVkFt84cKW/CHdTBgMc8SMkdneFea1VJkG\nHA2EWQAA+kXQsNkLa2Zr1VVtfexErdX6z2W0dmKNcqP95zoyXBFuZxutnVhrm1R5p+bZ1lA3sN66\nHWEwzPDLiFlnhbVOlWnAvYkwCwBAv2gmbHbbbsbNqlZXvVqnPzeXYFnvGNOD62zrbs2e39BqYm1v\nnfA7ffOpCzRzM6oZwbvW96/Bn52hoSGPL1w4NQy2aNS3Wexm3Dndsk6VacC9iTALAEA/6daw2e1q\nhctGNoua+D5XC4MXXFD9fAT5j4ehodp1BB3lbcWU86EhH1qwYGpobtGob6/ol7DcTVPCmQbcmwiz\nAAAAs6kXLqs9Vy2AhjnKXa++oGuGqwmy3jrs6exBvzddpl+u/+nefetUo/y9DF1E31OEWQAAgEY0\nMi25crS23X8Q1qov6JrhaoIE1LA3Gov4dPmwRxO7CetUI6Jb9ztoAGEWAACg1wVdM1zt8xv9Yzdo\nOO228BtyWA5znWe3ifw61S76T5BQdetO9A0gzAIAAGB2jf6hHjQMdlv4DTksBwl4Ub/mbTObgQUe\naQ36nzJh/AdOM/27SbdeI7wBjYbZmAAAANC/0mlpZEQaHy/dp9O1++XzUjIpmZXu8/na/XM5KR6f\n2haPl9qrSSSCtY+OhtuezUpjY1PbxsZK7VXkTjlF075axcvt0yUOOqjqMWq1S5IKBSmVkmKx0n2h\nULtvyP3TkvLuSkoyScny4xo/CZOfMyJpvHxfr68KBSmTkYrFUvwqFkuPq9UUpK8U+LwG7t9Ngr6n\noqiRxNtNN0ZmAQAAIiLMEbOwR2abGCmefsmkoRrHH1qyZMa1guOSDy1Z0prvTdj9w54SHuT4YZ/X\nCI9uRnlUWQ2OzFqpb3QMDg768PBwp8sAAABAqxUKpRGv0dHS6FEuV3vkd2JErnLULB6vPVoctH8q\nVRrlmy6ZLI1gTxeLleLCdGalUe9pfQvuykoalZSQlJOUrta3mVrC7h/kaw37+GHXErR/twnynuoi\nZrbF3Qdn68c0YwAAAHSHRqc8T/QNMu25m6ZJJxLVp912akp10Pawp4QH/F4GOkbQ8xq0f7cJ8p6K\nIMIsAAAAoinoH+phhuUgoSfs9cRht4ddf5jfy7D/EwTt1chc5G66sWYWAAAAXSmqO/CGfY3fdhw/\nipfOQU1izSwAAADQI4KufQy7f9j1o681umaWMAsAAAAA6BpsAAUAAAAA6FmEWQAAAABA5BBmAQAA\nAACRQ5gFAAAAAEQOYRYAAAAAEDmEWQAAAABA5BBmAQAAAACRQ5gFAAAAAEQOYRYAAAAAEDmEWQAA\nAABA5BBmAQAAAACRQ5gFAAAAAEQOYRYAAAAAEDmhhlkzW2NmD5jZdjPbUOX5F5jZ9eXnf2pmqTDr\nAQAAAAD0htDCrJnNk/QFSW+QdKSkdWZ25LRu75b0hLu/RNIVki4Lqx6gqkJBSqWkWKx0XyjQvxtr\naUY3Hb+baulGYdbP976/cX4wR4VCQalUSrFYTKlUSgV+hoDu4u6h3CQdJ+lbFY8/Kumj0/p8S9Jx\n5Y/nS/qtJKt33KOPPtqBlhgaco/H3aXnb/F4qb3f+3dTLc3opuN3Uy3dKMz6+d73N84P5mhoaMjj\n8bhLmrzF43Ef4mcICJ2kYW8gc1qpb+uZ2VmS1rj7ueXHb5f0Kne/sKLPPeU+O8qPHyr3+W2t4w4O\nDvrw8HAoNaPPpFJSsTizPZmURkb6u3831dKMbjp+N9XSjcKsn+99f+P8YI5SqZSKVX6GksmkRvgZ\nAkJlZlvcfXDWflEIs2aWkZSRpEQicXS1XyxAYLFY6f/qpzOTxsf7u3831dKMbjp+N9XSjcKsn+99\nf+P8YI5isZiq/Z1sZhrnZwgIVaNhNswNoB6R9OKKx8vKbVX7mNl8SftL2jX9QO6ed/dBdx9cunRp\nSOWi7yQStNdq76ZamtFNx++mWrpRmPXzve9vnB/MUaLGz0qtdgDtF2aYvUvS4Wa23MwWSloradO0\nPpskrS9/fJak73pYQ8XAdLmcFI9PbYvHS+393r+bamlGNx2/m2rpRmHWz/e+v3F+MEe5XE7xaT9D\n8XhcOX6GgO7RyMLaZm+STpH0oKSHJGXLbZ+QdGr540WS/lnSdkl3Sjp0tmOyARRaamjIPZl0Nyvd\nz7apQz/176ZamtFNx++mWrpRmPXzve9vnB/M0dDQkCeTSTczTyaTbP4EtIk6vQFUWNgACgAAAAB6\nVzesmQUAAAAAIBSEWQAAAABA5BBmAQAAAACRQ5gFAAAAAEQOYRYAAAAAEDmEWQAAAABA5BBmAQAA\nAACRQ5gFAAAAAEQOYRYAAAAAEDmEWQAAAABA5BBmAQAAAACRQ5gFAAAAAEQOYRYAAAAAEDmEWQAA\nAABA5BBmAQAAAACRY+7e6RoCMbOdkootPOSApN+28HjoHpzb3sR57V2c297Eee1NnNfexbntTVE7\nr0l3Xzpbp8iF2VYzs2F3H+x0HWg9zm1v4rz2Ls5tb+K89ibOa+/i3PamXj2vTDMGAAAAAEQOYRYA\nAAAAEDmEWSnf6QIQGs5tb+K89i7ObW/ivPYmzmvv4tz2pp48r32/ZhYAAAAAED2MzAIAAAAAIqev\nw6yZrTGzB8xsu5lt6HQ9aJ6ZjZjZ3Wa21cyGy20Hmdm3zeyX5fsDO10nZmdmV5nZY2Z2T0Vb1XNp\nJZ8rv4e3mdkrO1c56qlxXi81s0fK79utZnZKxXMfLZ/XB8zs9Z2pGrMxsxeb2e1mdp+Z3WtmF5Xb\nec9GXJ1zy/s2wsxskZndaWY/L5/Xj5fbl5vZT8vn73ozW1huf0H58fby86lO1o/a6pzba8zs4Yr3\n7Opye0/8Pu7bMGtm8yR9QdIbJB0paZ2ZHdnZqjBHr3X31RXbjm+Q9B13P1zSd8qP0f2ukbRmWlut\nc/kGSYeXbxlJX2pTjQjuGs08r5J0Rfl9u9rdb5Wk8u/itZL+qPw5Xyz/zkb32SPpL939SEmvlvTe\n8vnjPRt9tc6txPs2yp6R9Kfu/gpJqyWtMbNXS7pMpfP6EklPSHp3uf+7JT1Rbr+i3A/dqda5laQP\nVbxnt5bbeuL3cd+GWUnHStru7r9y92clbZR0WodrQmudJuna8sfXSjq9g7WgQe6+WdLj05prncvT\nJH3VS34i6QAze1F7KkUQNc5rLadJ2ujuz7j7w5K2q/Q7G13G3R9195+VP35K0v2SDhHv2circ25r\n4X0bAeX33n+VHy4o31zSn0q6sdw+/T078V6+UdLrzMzaVC4CqHNua+mJ38f9HGYPkfTrisc7VP+X\nNLqbS/p3M9tiZply28Hu/mj54/9P0sGdKQ0tUOtc8j6OvgvL05uuqlgKwHmNoPL0w6Mk/VS8Z3vK\ntHMr8b6NNDObZ2ZbJT0m6duSHpL0pLvvKXepPHeT57X8/O8kLWlvxWjU9HPr7hPv2Vz5PXuFmb2g\n3NYT79l+DrPoLX/s7q9UacrEe83shMonvbRtN1t39wDOZU/5kqTDVJoO9aikv+tsOWiWme0r6SZJ\nF7v77yuf4z0bbVXOLe/biHP3ve6+WtIylUbPX9bhktAi08+tma2Q9FGVzvExkg6S9JEOlthy/Rxm\nH5H04orHy8ptiCB3f6R8/5ikr6v0y/k/J6ZLlO8f61yFmKNa55L3cYS5+3+W/+Edl/QPen5KIuc1\nQsxsgUphp+Du/1Ju5j3bA6qdW963vcPdn5R0u6TjVJpiOr/8VOW5mzyv5ef3l7SrzaUioIpzu6a8\nZMDd/RlJV6vH3rP9HGbvknR4efe2hSptWrCpwzWhCWa2j5ntN/GxpP8p6R6Vzuf6crf1kv7/9u4n\nxKoyjOP495fTojRqoUm2ahFY0EYkkih0oYWtAgmFCrRFRS2CqCACCYQKqWUQVBBFxUBEQ4UiOtVG\nSsrMtIgWBuEi2oiDBDk9Lc4RbsPcZgg7957x+4HLvfec9577HF7eA895/5yPRhOhLoJhdTkFPNiu\nyHcbcGZgaKPG3Jy5OffStFto6nV7u4rmDTSLU3zVdXxaWDt37g3gh6p6ZWCXbbbnhtWt7bbfkqxK\nck37+QpgM8186GlgW1tsbpu90Ja3AYfa0RYaM0Pq9seBG4uhmQs92GZ7fz2eWLjI0lRV55M8DuwH\nlgFvVtWJEYel/2Y18GG7HsEE8G5V7UtyBJhM8hDwC3DfCGPUIiV5D9gIrEzyK7AbeJH56/JTYCvN\nQiPngJ2dB6xFGVKvG9tHBBRwCngYoKpOJJkETtKsqPpYVc2OIm4t6HbgAeB4O08L4Flss0vBsLrd\nYbvtteuAt9qVpi8DJqvq4yQngfeT7AGO0tzIoH1/O8nPNIv4bR9F0FqUYXV7KMkqIMC3wCNt+SVx\nPY43VyRJkiRJfXMpDzOWJEmSJPWUyawkSZIkqXdMZiVJkiRJvWMyK0mSJEnqHZNZSZIkSVLvmMxK\nkjRCSZ5IcuW/7H89yc3t55nuIpMkabz5aB5JkkYoySlgfVX9Ps++ZYPP6kwyU1UruoxPkqRxZc+s\nJEkdSbI8ySdJjiX5PsluYA0wnWS6LTOT5OUkx4ANST5Lsn7OcVYmOZzknvb7U0mOJPkuyfOdn5gk\nSSMwMeoAJEm6hNwNnK6qC0no1cBOYNNAz+xy4MuqerIt848DJFkNTAHPVdWBJFuAG4FbgQBTSe6s\nqi+6OCFJkkbFnllJkrpzHNic5KUkd1TVmXnKzAIfDPn95cBB4OmqOtBu29K+jgLfAGtpkltJkpY0\ne2YlSepIVf2UZB2wFdiT5OA8xf4YnCc7x3nga+Au4PN2W4AXquq1ix6wJEljzJ5ZSZI6kmQNcK6q\n3gH2AuuAs8BVizxEAbuAtUmeabftB3YlWdH+x/VJrr24kUuSNH7smZUkqTu3AHuT/AX8CTwKbAD2\nJTldVZsWOkBVzSbZQTM39mxVvZrkJuBwO792Brgf+O1/OwtJksaAj+aRJEmSJPWOw4wlSZIkSb1j\nMjxc0lsAAAA/SURBVCtJkiRJ6h2TWUmSJElS75jMSpIkSZJ6x2RWkiRJktQ7JrOSJEmSpN4xmZUk\nSZIk9Y7JrCRJkiSpd/4GbolVqR9oXvIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x131883d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 7))\n",
    "e = plt.scatter(k_call,IV_call, c ='red', label=\"IV(call options)\")\n",
    "f = plt.scatter(k_put,IV_put, c = 'black', label=\"IV(put options)\")\n",
    "plt.xlabel('strike')\n",
    "plt.ylabel('Implied Volatility')\n",
    "plt.legend((e,f), (\"IV (call options)\", \"IV (put options)\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "r = 0.01 # risk free rate\n",
    "d = 0.01 # continuous devidend yield\n",
    "expiry_dates = [i for i in opt.expiry_dates if i > opt.quote_time.date()]\n",
    "current_date = opt.quote_time.date()  ## get the current date\n",
    "s = opt.underlying_price # undelying price\n",
    "num_expiry = len(expiry_dates)\n",
    "IV = [] # (num_expiry * 3)-dimension list with each row being [time_to_expire, strike, implied_vol]\n",
    "\n",
    "for expiry_index in range(num_expiry):\n",
    "    data = opt.get_put_data(expiry=expiry_dates[expiry_index])\n",
    "    expiry = expiry_dates[expiry_index] # get the expiry  \n",
    "    time_to_expire = float((expiry - current_date).days)/365 # compute time to expiration    \n",
    "    premium = (data['Ask'] + data['Bid'])/2.0 # option premium\n",
    "    strike = data.index.get_level_values('Strike') # get the strike price\n",
    "    num_strike = len(data)\n",
    "    for j in range(num_strike):  \n",
    "        IV.append([time_to_expire, strike[j], implied_vol('c', premium.values[j], s, strike[j], r, time_to_expire, d)])    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#  IV = [i for i in IV if i[2]>0.01 and i[2]<3] # delete the implied volatility with 0 value or much higher value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x= [IV[i][0] for i in range(len(IV))]\n",
    "y= [IV[i][1] for i in range(len(IV))]\n",
    "z= [IV[i][2] for i in range(len(IV))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11a551f50>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHEAAAKhCAYAAADXBjJUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzxMSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1356245d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,12))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.view_init()\n",
    "ax.scatter(x,y,z)\n",
    "plt.xlabel(\"Time to Expiration\")\n",
    "plt.ylabel(\"Strikes\")\n",
    "plt.title(\"Implied Volatility\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
